{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fairlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load experimental results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Moji_results = fairlib.analysis.retrive_results(\"Moji\", log_dir=\"../analysis/results\")\n",
    "Bios_results = fairlib.analysis.retrive_results(\"Bios_gender\", log_dir=\"../analysis/results\")\n",
    "Bios_intersection_results = fairlib.analysis.retrive_results(\"Bios_both\", log_dir=\"../analysis/results\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Moji_results[\"Standard\"] = Moji_results[\"Vanilla\"]\n",
    "Moji_results[\"ADAdv\"] = Moji_results[\"GatedDAdv\"]\n",
    "Moji_results[\"FairBatch\"] = Moji_results[\"OldFairBatch\"]\n",
    "Moji_results[\"EO$_{CLA}$\"] = Moji_results[\"GDEO\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Moji_plot_df = fairlib.analysis.final_results_df(\n",
    "    results_dict = Moji_results,\n",
    "    model_order=[\"Standard\", \"BTEO\", \"Adv\", \"DAdv\", \"ADAdv\", \"FairBatch\", \"FairSCL\", \"EO$_{CLA}$\", \"INLP\"],\n",
    "    pareto = True,\n",
    "    pareto_selection = \"test\",\n",
    "    selection_criterion = None,\n",
    "    return_dev = True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_plot(plot_df, figure_name=None):\n",
    "    plot_df[\"Fairness\"] = plot_df[\"test_fairness mean\"]\n",
    "    plot_df[\"Accuracy\"] = plot_df[\"test_performance mean\"]\n",
    "\n",
    "    figure = plt.figure(dpi = 100) \n",
    "    with sns.axes_style(\"white\"):\n",
    "        sns.lineplot(\n",
    "            data=plot_df,\n",
    "            x=\"Accuracy\",\n",
    "            y=\"Fairness\",\n",
    "            hue=\"Models\",\n",
    "            markers=True,\n",
    "            style=\"Models\",\n",
    "        )\n",
    "\n",
    "    plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "    plt.tight_layout()\n",
    "\n",
    "    if figure_name is not None:\n",
    "        figure.savefig(Path(r\"plots\") / figure_name, dpi=960, bbox_inches=\"tight\") \n",
    "\n",
    "\n",
    "make_plot(Moji_plot_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Zoomed Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1125x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fairlib.analysis.tables_and_figures.make_zoom_plot(\n",
    "    Moji_plot_df,\n",
    "    xlim=(0.48,1.0),\n",
    "    zoom_xlim=(0.65,0.77),\n",
    "    zoom_ylim=(0.8,0.98),\n",
    "    # figure_name = \"moji_fairlib\"\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AUC - Performance-Fairness Tradeoff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.8888970059716558, 0.9854552013667007)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "adv_pareto_df = Moji_plot_df[Moji_plot_df[\"Models\"]==\"Adv\"]\n",
    "\n",
    "image = sns.lineplot(\n",
    "            data=adv_pareto_df,\n",
    "            x=\"test_performance mean\",\n",
    "            y=\"test_fairness mean\",\n",
    "            hue=\"Models\",\n",
    "            markers=True,\n",
    "            style=\"Models\",\n",
    "        )\n",
    "\n",
    "_xlim = image.axes.get_xlim()\n",
    "_ylim = image.axes.get_ylim()\n",
    "\n",
    "_tmp_df = fairlib.analysis.utils.auc_performance_fairness_tradeoff(\n",
    "    adv_pareto_df,\n",
    "    # random_performance = 0.5,\n",
    "    performance_threshold = 0.70, \n",
    "    # interpolation = \"constant\",\n",
    "    interpolation = \"linear\",\n",
    "    )[1]\n",
    "\n",
    "plt.fill_between(_tmp_df[\"test_performance mean\"], _tmp_df[\"test_fairness mean\"],  alpha=0.30)\n",
    "\n",
    "plt.xlim(_xlim)\n",
    "plt.ylim(_ylim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.051836936857947394"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fairlib.analysis.utils.auc_performance_fairness_tradeoff(\n",
    "    adv_pareto_df,\n",
    "    # random_performance = 0.5,\n",
    "    performance_threshold = 0.70, \n",
    "    # interpolation = \"constant\",\n",
    "    interpolation = \"linear\",\n",
    "    )[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1727897895264913"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fairlib.analysis.utils.auc_performance_fairness_tradeoff(\n",
    "    adv_pareto_df,\n",
    "    random_performance = 0.5,\n",
    "    performance_threshold = 0.70, \n",
    "    # interpolation = \"constant\",\n",
    "    interpolation = \"linear\",\n",
    "    normalization = True\n",
    "    )[0]"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "eb4eca40f7710e7c7146430b0424b585ee7a07b7e7498958627feae1c8ad8261"
  },
  "kernelspec": {
   "display_name": "Python 3.7.12 ('py37')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
